Learning Analytics Explained

Niall Sclater (Autor)

Buch | Hardcover

278 Seiten

2017
Routledge (Verlag)
978-1-138-93172-5 (ISBN)

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Learning Analytics Explained draws extensively from case studies and interviews with experts in order to discuss emerging applications of the new field of learning analytics. Educational institutions increasingly collect data on students and their learning experiences, a practice that helps enhance courses, identify learners who require support, and provide a more personalized learning experience. There is, however, a corresponding need for guidance on how to carry out institutional projects, intervene effectively with students, and assess legal and ethical issues. This book provides that guidance while also covering the evolving technical architectures, standards, and products within the field.

Niall Sclater is an independent consultant based in Scotland. He is Affiliated Faculty at the Amsterdam Business School of the University of Amsterdam and was formerly Director of Learning and Teaching at The Open University, UK.

Preface

Acknowledgements

Introduction

Abbreviations

Background

1: The evolution of a new field

2: Expert motivations

Applications

3: Early alert and student success

4: Course recommendation

5: Adaptive learning

6: Curriculum design

7: Expert thoughts on applications

Logistics

8: Data

9: Metrics and Predictive Modelling

10: Visualisation

11: Intervention

12: Student-facing analytics

13: Expert thoughts on logistics

Technologies

14: Architecture

15: Standards

16: Products

17: Expert thoughts on technologies

Deployment

18: Institutional Readiness

19: Project planning

20: Ethics

21: Transparency and consent

22: Privacy and data protection

23: Expert thoughts on deployment

Future directions

24: Emerging techniques

25: Expert visions

Index

Erscheinungsdatum	04.06.2017
Zusatzinfo	4 Tables, black and white; 13 Line drawings, black and white; 13 Halftones, black and white
Verlagsort	London
Sprache	englisch
Maße	152 x 229 mm
Gewicht	539 g
Themenwelt	Schulbuch / Wörterbuch ► Unterrichtsvorbereitung ► Unterrichts-Handreichungen
	Mathematik / Informatik ► Informatik
	Sozialwissenschaften ► Pädagogik ► Erwachsenenbildung
ISBN-10	1-138-93172-1 / 1138931721
ISBN-13	978-1-138-93172-5 / 9781138931725
Zustand	Neuware